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[ Landing Pages & Funnels ]

Landing-page experimentation: defining a conversion event before creative work

An A/B test needs a defined conversion event, traffic source, audience, hypothesis, page variant, and evaluation threshold.

DATE January 23, 2026READING 4 min readCATEGORY Landing Pages & Funnels

Changing copy, form, offer, and audience together does not isolate learning.

Treat Landing-page experimentation as a system decision: inputs, owners, review steps, and the system of record matter more than any single feature comparison.

Review the finished Landing-page experimentation work with the people who operate it daily, because maintainability issues surface long before users report them.

Teams planning Landing-page experimentation can start by documenting current state, target outcome, dependencies, and acceptance criteria, then validating platform terminology against the primary references below.

[ Sources ]

Official documentation, checked and cited.

Terminology and platform behavior in this note trace back to published docs, not secondhand summaries.